Federal investigators have launched a probe into whether U.S. companies linked to a Chinese billionaire illegally avoided punitive import tariffs on Chinese aluminum, according to people familiar with the investigation.

Department of Homeland Security agents in recent weeks questioned former employees of companies associated with Liu Zhongtian, the founder and chairman of aluminum giant China Zhongwang Holdings Ltd., the people said.